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MCP servers tagged qdrant
29 live MCP servers tagged "qdrant", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with qdrant.
qdrant/mcp-server-qdrant
Qdrant MCP server
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Claude Self Reflect
Claude forgets everything. This fixes that. 🔗 www.npmjs.com/package/claude-self-reflect
Minima
On-premises conversational RAG with configurable containers
MCP AutoMem
AutoMem is a graph-vector memory service that gives AI assistants durable, relational memory:
AI Localbase
一个本地优先的AI知识库系统（RAG），用于把本地文档接入辅导搜索与大模型对话流程。目前支持md、txt、pdf（文本）、xlsx、cvs类型。支持mcp服务
Specrag
面向 PRD、业务规则、SOP、流程文档和产品截图的证据型 RAG 知识库。
PharosRAG
Pharos — local-first agentic RAG for your team's document library: multi-format ingest, hybrid retrieval, enterprise ACL, dual HTTP + MCP exits.
better-qdrant-server
MCP server for enhanced Qdrant vector database functionality
Kaimon.jl
MCP server giving AI agents full access to Julia's runtime via a live Gate — code execution, introspection, debugging, testing, and semantic search
Dragon Brain
Dragon Brain — persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search (Qdrant) + CUDA GPU embeddings. Works with Cl…
UnifAI
Production-grade multi-agent orchestration engine. Compose agentic workflows from a pluggable catalog of Agents, LLMs, tools, and retrievers. Execute locally with LangGraph or dis…
Synaptic Memory
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
Fastapi Langgraph Chatbot With Vector Store Memory MCP Tools And Voice Mode
A scalable AI chatbot platform built with FastAPI and LangGraph, featuring multi-agent orchestration, multi-tenant vector storage, cross-chat memory, and voice call capabilities t…
Multi Agent Memory
A Multi Agent Memory MCP That Connect Agents Across Systems and Machines
Zengram
A Multi Agent Memory MCP That Connect Agents Across Systems and Machines
Rasputin Memory
The ultimate memory backend for OpenClaw and Claude Code. Persistent conversation memory with LLM fact extraction, foundation-model reranking, and 77.7% LoCoMo accuracy. MCP nativ…
Engram Memory Community
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Ownsearch
Text-first local document search MCP server backed by Gemini embeddings and Qdrant.
Gsd Qdrant Knowledge
CLI per setup automatico GSD + Qdrant in qualsiasi progetto Node.js
Bikky
Shared memory for AI coding sessions — MCP server + background daemon
Hybrid Rag MCP Server
MCP server with 41+ tools for hybrid RAG integration with agent-mesh
Qdrant Neo4j Crawl4ai MCP
MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security,…
Doc Indexer MCP
Local document indexer MCP server for semantic search over PDF, Excel, SQL, Markdown, and HTML files using Qdrant and Voyage AI embeddings.
Openexp
Q-learning memory for Claude Code — your AI learns from experience. 16 MCP tools, hybrid retrieval, closed-loop rewards.
udjin-labs/mnemostack
hosted with Qdrant backend. 82.5% strict accuracy on LoCoMo benchmark. `pip install 'mnemostack[mcp]'`
renezander030/agentic-task-system
cli`
mcasdfgf/mcp-roo-memory
based deployment with Qdrant.
Dotfiles Maintainer
MCP server for semantic dotfiles management using FastMCP, mem0, and Qdrant